Pandas Profiling Report

Dataset statistics

Number of variables	28
Number of observations	5507
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	224.0 B

Variable types

Numeric	28

Alerts

`Código` is highly correlated with `lat` and 10 other fields	High correlation
`lat` is highly correlated with `Código` and 10 other fields	High correlation
`long` is highly correlated with `Código` and 6 other fields	High correlation
`Área (km²)` is highly correlated with `Densidade demográfica, 2000`	High correlation
`Densidade demográfica, 2000` is highly correlated with `Área (km²)` and 2 other fields	High correlation
`Esperança de vida ao nascer, 2000` is highly correlated with `Código` and 9 other fields	High correlation
`Mortalidade até um ano de idade, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Taxa de fecundidade total, 2000` is highly correlated with `Código` and 9 other fields	High correlation
`Percentual de pessoas de 25 anos ou mais analfabetas, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Renda per Capita, 2000` is highly correlated with `Código` and 11 other fields	High correlation
`Índice de Gini, 2000` is highly correlated with `Intensidade da pobreza, 2000`	High correlation
`Intensidade da indigência, 2000` is highly correlated with `Intensidade da pobreza, 2000`	High correlation
`Intensidade da pobreza, 2000` is highly correlated with `Código` and 11 other fields	High correlation
`Índice de Desenvolvimento Humano Municipal, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Taxa de alfabetização, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Média de anos de estudo das pessoas de 25 anos ou mais de idade, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`População de 25 anos ou mais de idade, 1991` is highly correlated with `População de 25 anos ou mais de idade, 2000` and 7 other fields	High correlation
`População de 25 anos ou mais de idade, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População de 65 anos ou mais de idade, 1991` is highly correlated with `Densidade demográfica, 2000` and 8 other fields	High correlation
`População de 65 anos ou mais de idade, 2000` is highly correlated with `Densidade demográfica, 2000` and 8 other fields	High correlation
`População total, 1991` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População total, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População urbana, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 6 other fields	High correlation
`População rural, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 5 other fields	High correlation
`receita_pop_mercado_2000` is highly correlated with `Renda per Capita, 2000` and 8 other fields	High correlation
`Código` is highly correlated with `lat` and 8 other fields	High correlation
`lat` is highly correlated with `Código` and 9 other fields	High correlation
`long` is highly correlated with `Mortalidade até um ano de idade, 2000` and 2 other fields	High correlation
`Esperança de vida ao nascer, 2000` is highly correlated with `Código` and 9 other fields	High correlation
`Mortalidade até um ano de idade, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Taxa de fecundidade total, 2000` is highly correlated with `Código` and 9 other fields	High correlation
`Percentual de pessoas de 25 anos ou mais analfabetas, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Renda per Capita, 2000` is highly correlated with `Código` and 9 other fields	High correlation
`Índice de Gini, 2000` is highly correlated with `Intensidade da pobreza, 2000`	High correlation
`Intensidade da indigência, 2000` is highly correlated with `Intensidade da pobreza, 2000`	High correlation
`Intensidade da pobreza, 2000` is highly correlated with `Código` and 11 other fields	High correlation
`Índice de Desenvolvimento Humano Municipal, 2000` is highly correlated with `Código` and 9 other fields	High correlation
`Taxa de alfabetização, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Média de anos de estudo das pessoas de 25 anos ou mais de idade, 2000` is highly correlated with `lat` and 8 other fields	High correlation
`População de 25 anos ou mais de idade, 1991` is highly correlated with `População de 25 anos ou mais de idade, 2000` and 7 other fields	High correlation
`População de 25 anos ou mais de idade, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População de 65 anos ou mais de idade, 1991` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População de 65 anos ou mais de idade, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População total, 1991` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População total, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População urbana, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População rural, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`receita_pop_mercado_2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`Código` is highly correlated with `lat`	High correlation
`lat` is highly correlated with `Código` and 4 other fields	High correlation
`Esperança de vida ao nascer, 2000` is highly correlated with `Mortalidade até um ano de idade, 2000` and 6 other fields	High correlation
`Mortalidade até um ano de idade, 2000` is highly correlated with `lat` and 7 other fields	High correlation
`Taxa de fecundidade total, 2000` is highly correlated with `Renda per Capita, 2000` and 1 other fields	High correlation
`Percentual de pessoas de 25 anos ou mais analfabetas, 2000` is highly correlated with `lat` and 7 other fields	High correlation
`Renda per Capita, 2000` is highly correlated with `Esperança de vida ao nascer, 2000` and 7 other fields	High correlation
`Intensidade da pobreza, 2000` is highly correlated with `Esperança de vida ao nascer, 2000` and 6 other fields	High correlation
`Índice de Desenvolvimento Humano Municipal, 2000` is highly correlated with `lat` and 8 other fields	High correlation
`Taxa de alfabetização, 2000` is highly correlated with `lat` and 7 other fields	High correlation
`Média de anos de estudo das pessoas de 25 anos ou mais de idade, 2000` is highly correlated with `Esperança de vida ao nascer, 2000` and 6 other fields	High correlation
`População de 25 anos ou mais de idade, 1991` is highly correlated with `População de 25 anos ou mais de idade, 2000` and 6 other fields	High correlation
`População de 25 anos ou mais de idade, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 6 other fields	High correlation
`População de 65 anos ou mais de idade, 1991` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 6 other fields	High correlation
`População de 65 anos ou mais de idade, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 6 other fields	High correlation
`População total, 1991` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População total, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 7 other fields	High correlation
`População urbana, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 6 other fields	High correlation
`População rural, 2000` is highly correlated with `População total, 1991` and 1 other fields	High correlation
`receita_pop_mercado_2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 6 other fields	High correlation
`Código` is highly correlated with `lat` and 9 other fields	High correlation
`lat` is highly correlated with `Código` and 10 other fields	High correlation
`long` is highly correlated with `Código` and 11 other fields	High correlation
`Densidade demográfica, 2000` is highly correlated with `População de 25 anos ou mais de idade, 1991` and 8 other fields	High correlation
`Distância à capital (km)` is highly correlated with `long`	High correlation
`Esperança de vida ao nascer, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Mortalidade até um ano de idade, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Taxa de fecundidade total, 2000` is highly correlated with `lat` and 9 other fields	High correlation
`Percentual de pessoas de 25 anos ou mais analfabetas, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Renda per Capita, 2000` is highly correlated with `Código` and 19 other fields	High correlation
`Índice de Gini, 2000` is highly correlated with `Intensidade da indigência, 2000` and 1 other fields	High correlation
`Intensidade da indigência, 2000` is highly correlated with `Renda per Capita, 2000` and 2 other fields	High correlation
`Intensidade da pobreza, 2000` is highly correlated with `Código` and 12 other fields	High correlation
`Índice de Desenvolvimento Humano Municipal, 2000` is highly correlated with `Código` and 11 other fields	High correlation
`Taxa bruta de freqüência à escola, 2000` is highly correlated with `Índice de Desenvolvimento Humano Municipal, 2000` and 1 other fields	High correlation
`Taxa de alfabetização, 2000` is highly correlated with `Código` and 10 other fields	High correlation
`Média de anos de estudo das pessoas de 25 anos ou mais de idade, 2000` is highly correlated with `Código` and 18 other fields	High correlation
`População de 25 anos ou mais de idade, 1991` is highly correlated with `Densidade demográfica, 2000` and 10 other fields	High correlation
`População de 25 anos ou mais de idade, 2000` is highly correlated with `Densidade demográfica, 2000` and 10 other fields	High correlation
`População de 65 anos ou mais de idade, 1991` is highly correlated with `Densidade demográfica, 2000` and 9 other fields	High correlation
`População de 65 anos ou mais de idade, 2000` is highly correlated with `Densidade demográfica, 2000` and 10 other fields	High correlation
`População total, 1991` is highly correlated with `Densidade demográfica, 2000` and 10 other fields	High correlation
`População total, 2000` is highly correlated with `Densidade demográfica, 2000` and 10 other fields	High correlation
`População urbana, 2000` is highly correlated with `Densidade demográfica, 2000` and 10 other fields	High correlation
`População rural, 2000` is highly correlated with `Densidade demográfica, 2000` and 8 other fields	High correlation
`receita_pop_mercado_2000` is highly correlated with `Densidade demográfica, 2000` and 10 other fields	High correlation
`População de 25 anos ou mais de idade, 1991` is highly skewed (γ1 = 42.99006289)	Skewed
`População de 25 anos ou mais de idade, 2000` is highly skewed (γ1 = 40.209551)	Skewed
`População de 65 anos ou mais de idade, 1991` is highly skewed (γ1 = 43.53056955)	Skewed
`População de 65 anos ou mais de idade, 2000` is highly skewed (γ1 = 41.98054303)	Skewed
`População total, 1991` is highly skewed (γ1 = 41.15205281)	Skewed
`População total, 2000` is highly skewed (γ1 = 38.7818949)	Skewed
`População urbana, 2000` is highly skewed (γ1 = 37.42383946)	Skewed
`População rural, 2000` is highly skewed (γ1 = 37.99867653)	Skewed
`receita_pop_mercado_2000` is highly skewed (γ1 = 46.30202999)	Skewed
`Código` has unique values	Unique
`receita_pop_mercado_2000` has unique values	Unique
`População rural, 2000` has 56 (1.0%) zeros	Zeros

Reproduction

Analysis started	2022-03-27 01:43:37.983606
Analysis finished	2022-03-27 01:45:01.335744
Duration	1 minute and 23.35 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Código
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	5507
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	324164.5173

Minimum	110001
Maximum	530010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	110001
5-th percentile	150763
Q1	251125
median	314467
Q3	411655
95-th percentile	510713.5
Maximum	530010
Range	420009
Interquartile range (IQR)	160530

Descriptive statistics

Standard deviation	97977.63389
Coefficient of variation (CV)	0.302246633
Kurtosis	-0.499624302
Mean	324164.5173
Median Absolute Deviation (MAD)	73747
Skewness	0.1296641822
Sum	1785173997
Variance	9599616743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
520005	1	< 0.1%
353720	1	< 0.1%
314940	1	< 0.1%
251272	1	< 0.1%
431420	1	< 0.1%
314930	1	< 0.1%
220793	1	< 0.1%
220790	1	< 0.1%
500640	1	< 0.1%
210825	1	< 0.1%
Other values (5497)	5497	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
110001	1	< 0.1%
110002	1	< 0.1%
110003	1	< 0.1%
110004	1	< 0.1%
110005	1	< 0.1%
110006	1	< 0.1%
110007	1	< 0.1%
110008	1	< 0.1%
110009	1	< 0.1%
110010	1	< 0.1%

Value	Count	Frequency (%)
530010	1	< 0.1%
522230	1	< 0.1%
522220	1	< 0.1%
522205	1	< 0.1%
522200	1	< 0.1%
522190	1	< 0.1%
522185	1	< 0.1%
522180	1	< 0.1%
522170	1	< 0.1%
522160	1	< 0.1%

lat
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5121
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-16.40102593

Minimum	-33.6866
Maximum	4.60314
Zeros	0
Zeros (%)	0.0%
Negative	5484
Negative (%)	99.6%
Memory size	43.1 KiB

Quantile statistics

Minimum	-33.6866
5-th percentile	-28.779
Q1	-22.7706
median	-18.0597
Q3	-8.46293
95-th percentile	-3.500023
Maximum	4.60314
Range	38.28974
Interquartile range (IQR)	14.30767

Descriptive statistics

Standard deviation	8.253821725
Coefficient of variation (CV)	-0.5032503307
Kurtosis	-1.18123531
Mean	-16.40102593
Median Absolute Deviation (MAD)	6.8637
Skewness	0.1481256073
Sum	-90320.44982
Variance	68.12557307
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-6.81601	5	0.1%
-22.2183	5	0.1%
-6.86092	5	0.1%
-15.9514	4	0.1%
-22.8495	4	0.1%
-13.621	4	0.1%
-6.7176	4	0.1%
-3.65112	4	0.1%
-21.1261	4	0.1%
-8.36097	4	0.1%
Other values (5111)	5464	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-33.6866	1	< 0.1%
-33.525	1	< 0.1%
-32.5604	1	< 0.1%
-32.2327	1	< 0.1%
-32.0349	1	< 0.1%
-32.024	1	< 0.1%
-32.0151	1	< 0.1%
-31.8642	1	< 0.1%
-31.8419	1	< 0.1%
-31.7649	1	< 0.1%

Value	Count	Frequency (%)
4.60314	1	< 0.1%
4.4799	1	< 0.1%
3.8853	1	< 0.1%
3.84074	1	< 0.1%
3.64571	1	< 0.1%
2.60994	1	< 0.1%
2.50475	1	< 0.1%
2.43998	1	< 0.1%
2.05267	1	< 0.1%
1.82766	1	< 0.1%

long
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5074
Distinct (%)	92.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-46.15276386

Minimum	-72.8997
Maximum	-32.4107
Zeros	0
Zeros (%)	0.0%
Negative	5507
Negative (%)	100.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	-72.8997
5-th percentile	-55.13412
Q1	-50.79005
median	-46.3716
Q3	-41.29785
95-th percentile	-36.16141
Maximum	-32.4107
Range	40.489
Interquartile range (IQR)	9.4922

Descriptive statistics

Standard deviation	6.408194244
Coefficient of variation (CV)	-0.1388474645
Kurtosis	0.4334203044
Mean	-46.15276386
Median Absolute Deviation (MAD)	4.7142
Skewness	-0.41458818
Sum	-254163.2706
Variance	41.06495347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-36.9178	5	0.1%
-38.6453	5	0.1%
-44.8593	5	0.1%
-36.5696	4	0.1%
-46.7415	4	0.1%
-48.9086	4	0.1%
-38.6427	4	0.1%
-56.4836	4	0.1%
-53.7642	4	0.1%
-45.3774	4	0.1%
Other values (5064)	5464	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-72.8997	1	< 0.1%
-72.7997	1	< 0.1%
-72.7537	1	< 0.1%
-72.6756	3	0.1%
-72.661	1	< 0.1%
-72.5907	1	< 0.1%
-71.8974	1	< 0.1%
-71.6934	1	< 0.1%
-70.7722	1	< 0.1%
-70.4902	1	< 0.1%

Value	Count	Frequency (%)
-32.4107	1	< 0.1%
-34.8151	2	< 0.1%
-34.8284	1	< 0.1%
-34.8545	1	< 0.1%
-34.8641	1	< 0.1%
-34.8684	2	< 0.1%
-34.8748	1	< 0.1%
-34.8771	1	< 0.1%
-34.8971	1	< 0.1%
-34.8984	1	< 0.1%

Área (km²)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4535
Distinct (%)	82.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1549.211476

Minimum	2.9
Maximum	161445.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	2.9
5-th percentile	83.26
Q1	205.7
median	417.2
Q3	1031.45
95-th percentile	5661.77
Maximum	161445.9
Range	161443
Interquartile range (IQR)	825.75

Descriptive statistics

Standard deviation	5738.392465
Coefficient of variation (CV)	3.704073041
Kurtosis	245.0309334
Mean	1549.211476
Median Absolute Deviation (MAD)	272.1
Skewness	13.30574374
Sum	8531507.6
Variance	32929148.08
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
204.7	5	0.1%
252.9	5	0.1%
203.3	5	0.1%
191.4	5	0.1%
217.8	5	0.1%
184.3	4	0.1%
273.8	4	0.1%
208.1	4	0.1%
128.5	4	0.1%
286.1	4	0.1%
Other values (4525)	5462	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.9	1	< 0.1%
3.7	1	< 0.1%
11.2	1	< 0.1%
15.4	1	< 0.1%
17.2	1	< 0.1%
17.6	1	< 0.1%
18.1	1	< 0.1%
18.4	1	< 0.1%
19.2	1	< 0.1%
20.5	1	< 0.1%

Value	Count	Frequency (%)
161445.9	1	< 0.1%
123120.9	1	< 0.1%
109669	1	< 0.1%
108086	1	< 0.1%
89713.1	1	< 0.1%
84607.3	1	< 0.1%
76687.1	1	< 0.1%
73287.8	1	< 0.1%
69857.4	1	< 0.1%
68508.6	1	< 0.1%

Densidade demográfica, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	1408
Distinct (%)	25.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.73186853

Minimum	0.1
Maximum	12881.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	0.1
5-th percentile	2.1
Q1	11.3
median	23.6
Q3	48
95-th percentile	211.18
Maximum	12881.4
Range	12881.3
Interquartile range (IQR)	36.7

Descriptive statistics

Standard deviation	524.0061847
Coefficient of variation (CV)	5.41709979
Kurtosis	248.9085432
Mean	96.73186853
Median Absolute Deviation (MAD)	15.2
Skewness	14.27416449
Sum	532702.4
Variance	274582.4816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.7	23	0.4%
2.7	22	0.4%
11.5	20	0.4%
4.9	20	0.4%
5.5	19	0.3%
23.9	19	0.3%
12.9	19	0.3%
2	19	0.3%
17.3	19	0.3%
11.4	18	0.3%
Other values (1398)	5309	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1	1	< 0.1%
0.2	4	0.1%
0.3	15	0.3%
0.4	14	0.3%
0.5	10	0.2%
0.6	14	0.3%
0.7	15	0.3%
0.8	8	0.1%
0.9	17	0.3%
1	14	0.3%

Value	Count	Frequency (%)
12881.4	1	< 0.1%
11608.8	1	< 0.1%
9999.9	1	< 0.1%
9819.1	1	< 0.1%
9675.7	1	< 0.1%
9632.2	1	< 0.1%
9100.3	1	< 0.1%
7998.5	1	< 0.1%
6814	1	< 0.1%
6808.1	1	< 0.1%

Distância à capital (km)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5481
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	253.2126201

Minimum	0
Maximum	1474.31459
Zeros	27
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	0
5-th percentile	42.09187456
Q1	121.8589065
median	228.262939
Q3	358.0720443
95-th percentile	538.2817312
Maximum	1474.31459
Range	1474.31459
Interquartile range (IQR)	236.2131379

Descriptive statistics

Standard deviation	163.2105315
Coefficient of variation (CV)	0.6445592302
Kurtosis	1.999171635
Mean	253.2126201
Median Absolute Deviation (MAD)	116.01325
Skewness	0.9687732403
Sum	1394441.899
Variance	26637.6776
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	0.5%
101.0139679	1	< 0.1%
211.036587	1	< 0.1%
71.8406638	1	< 0.1%
253.8481253	1	< 0.1%
23.91235087	1	< 0.1%
335.9089783	1	< 0.1%
166.0163888	1	< 0.1%
260.4297218	1	< 0.1%
126.1022622	1	< 0.1%
Other values (5471)	5471	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27	0.5%
3.60753423	1	< 0.1%
4.946674888	1	< 0.1%
5.76090897	1	< 0.1%
6.852621708	1	< 0.1%
7.688874825	1	< 0.1%
8.032119745	1	< 0.1%
8.072861755	1	< 0.1%
8.24711978	1	< 0.1%
8.569976931	1	< 0.1%

Value	Count	Frequency (%)
1474.31459	1	< 0.1%
1363.921413	1	< 0.1%
1206.174286	1	< 0.1%
1159.735801	1	< 0.1%
1154.054315	1	< 0.1%
1136.123943	1	< 0.1%
1118.56035	1	< 0.1%
1106.655661	1	< 0.1%
1028.434525	1	< 0.1%
990.0820912	1	< 0.1%

Esperança de vida ao nascer, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1577
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.748925

Minimum	54.35
Maximum	78.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	54.35
5-th percentile	58.733
Q1	64.53
median	68.24
Q3	71.44
95-th percentile	74.94
Maximum	78.18
Range	23.83
Interquartile range (IQR)	6.91

Descriptive statistics

Standard deviation	4.860915123
Coefficient of variation (CV)	0.07174896314
Kurtosis	-0.5338539365
Mean	67.748925
Median Absolute Deviation (MAD)	3.42
Skewness	-0.3741631339
Sum	373093.33
Variance	23.62849583
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64.87	19	0.3%
67.89	18	0.3%
67.63	17	0.3%
69.77	15	0.3%
70.77	15	0.3%
68.41	15	0.3%
65.21	14	0.3%
73.83	14	0.3%
70.64	14	0.3%
73.73	14	0.3%
Other values (1567)	5352	97.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
54.35	1	< 0.1%
54.9	1	< 0.1%
55.15	1	< 0.1%
55.18	2	< 0.1%
55.22	1	< 0.1%
55.27	1	< 0.1%
55.35	2	< 0.1%
55.37	1	< 0.1%
55.41	1	< 0.1%
55.44	1	< 0.1%

Value	Count	Frequency (%)
78.18	1	< 0.1%
77.9	1	< 0.1%
77.82	1	< 0.1%
77.78	1	< 0.1%
77.76	1	< 0.1%
77.75	1	< 0.1%
77.73	1	< 0.1%
77.69	2	< 0.1%
77.67	1	< 0.1%
77.64	1	< 0.1%

Mortalidade até um ano de idade, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2615
Distinct (%)	47.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.0833757

Minimum	5.38
Maximum	109.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	5.38
5-th percentile	11.32
Q1	18.64
median	29.51
Q3	46.15
95-th percentile	69.58
Maximum	109.67
Range	104.29
Interquartile range (IQR)	27.51

Descriptive statistics

Standard deviation	18.47055076
Coefficient of variation (CV)	0.541922576
Kurtosis	-0.318751709
Mean	34.0833757
Median Absolute Deviation (MAD)	12.79
Skewness	0.7204590123
Sum	187697.15
Variance	341.1612454
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.39	13	0.2%
17.89	11	0.2%
11.94	11	0.2%
22.51	10	0.2%
11.01	10	0.2%
13.38	10	0.2%
16.72	10	0.2%
45.57	9	0.2%
40.87	9	0.2%
15.51	9	0.2%
Other values (2605)	5405	98.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.38	1	< 0.1%
6.04	1	< 0.1%
6.22	1	< 0.1%
6.28	1	< 0.1%
6.39	1	< 0.1%
6.49	1	< 0.1%
6.93	1	< 0.1%
6.99	1	< 0.1%
7.06	1	< 0.1%
7.12	1	< 0.1%

Value	Count	Frequency (%)
109.67	1	< 0.1%
98.12	1	< 0.1%
96.37	1	< 0.1%
95.59	1	< 0.1%
94.11	2	< 0.1%
91.83	1	< 0.1%
88.71	1	< 0.1%
87.32	4	0.1%
86.79	1	< 0.1%
85.8	1	< 0.1%

Taxa de fecundidade total, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	385
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.864844743

Minimum	1.56
Maximum	7.79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	1.56
5-th percentile	2.03
Q1	2.32
median	2.67
Q3	3.23
95-th percentile	4.34
Maximum	7.79
Range	6.23
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.7444541954
Coefficient of variation (CV)	0.2598584783
Kurtosis	3.16764761
Mean	2.864844743
Median Absolute Deviation (MAD)	0.42
Skewness	1.469955127
Sum	15776.7
Variance	0.5542120491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.23	60	1.1%
2.37	59	1.1%
2.25	56	1.0%
2.24	56	1.0%
2.26	56	1.0%
2.41	54	1.0%
2.42	52	0.9%
2.39	52	0.9%
2.21	51	0.9%
2.52	51	0.9%
Other values (375)	4960	90.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.56	1	< 0.1%
1.57	1	< 0.1%
1.61	1	< 0.1%
1.65	1	< 0.1%
1.68	3	0.1%
1.69	2	< 0.1%
1.73	2	< 0.1%
1.74	1	< 0.1%
1.76	2	< 0.1%
1.77	2	< 0.1%

Value	Count	Frequency (%)
7.79	1	< 0.1%
7.76	1	< 0.1%
7.28	2	< 0.1%
6.91	1	< 0.1%
6.82	1	< 0.1%
6.8	1	< 0.1%
6.68	1	< 0.1%
6.58	2	< 0.1%
6.31	1	< 0.1%
6.23	1	< 0.1%

Percentual de pessoas de 25 anos ou mais analfabetas, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3339
Distinct (%)	60.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.66841111

Minimum	2.02
Maximum	70.26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	2.02
5-th percentile	7.073
Q1	13.97
median	22.6
Q3	39.78
95-th percentile	53.007
Maximum	70.26
Range	68.24
Interquartile range (IQR)	25.81

Descriptive statistics

Standard deviation	15.16446197
Coefficient of variation (CV)	0.5686301261
Kurtosis	-0.9508703029
Mean	26.66841111
Median Absolute Deviation (MAD)	11.24
Skewness	0.4711959496
Sum	146862.94
Variance	229.960907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.37	6	0.1%
13.78	6	0.1%
8.08	6	0.1%
9.66	6	0.1%
15.69	6	0.1%
20.06	6	0.1%
17.15	5	0.1%
13.79	5	0.1%
9.37	5	0.1%
14.48	5	0.1%
Other values (3329)	5451	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.02	1	< 0.1%
2.19	1	< 0.1%
2.28	1	< 0.1%
2.32	1	< 0.1%
2.43	2	< 0.1%
2.72	1	< 0.1%
2.77	1	< 0.1%
2.82	1	< 0.1%
2.88	1	< 0.1%
2.98	1	< 0.1%

Value	Count	Frequency (%)
70.26	1	< 0.1%
70.13	1	< 0.1%
70.01	1	< 0.1%
68.53	1	< 0.1%
66.61	1	< 0.1%
66.47	1	< 0.1%
66.33	1	< 0.1%
65.85	1	< 0.1%
65.69	1	< 0.1%
65.06	1	< 0.1%

Renda per Capita, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4986
Distinct (%)	90.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	170.8141602

Minimum	28.38
Maximum	954.65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	28.38
5-th percentile	58.42
Q1	86.495
median	159.1
Q3	232.695
95-th percentile	341.376
Maximum	954.65
Range	926.27
Interquartile range (IQR)	146.2

Descriptive statistics

Standard deviation	96.42534677
Coefficient of variation (CV)	0.5645044104
Kurtosis	2.779039571
Mean	170.8141602
Median Absolute Deviation (MAD)	72.91
Skewness	1.14525787
Sum	940673.58
Variance	9297.8475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85.15	4	0.1%
85.81	4	0.1%
69.82	4	0.1%
80.07	4	0.1%
55.97	3	0.1%
358.05	3	0.1%
211.54	3	0.1%
80.69	3	0.1%
72.09	3	0.1%
62.83	3	0.1%
Other values (4976)	5473	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
28.38	1	< 0.1%
30.43	1	< 0.1%
31.93	1	< 0.1%
34.53	1	< 0.1%
35.13	1	< 0.1%
35.49	1	< 0.1%
36.82	1	< 0.1%
36.96	1	< 0.1%
37.61	1	< 0.1%
37.83	1	< 0.1%

Value	Count	Frequency (%)
954.65	1	< 0.1%
834	1	< 0.1%
809.18	1	< 0.1%
762.05	1	< 0.1%
729.62	1	< 0.1%
709.88	1	< 0.1%
701.42	1	< 0.1%
670.28	1	< 0.1%
667.68	1	< 0.1%
627.47	1	< 0.1%

Índice de Gini, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	47
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5607336118

Minimum	0.36
Maximum	0.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	0.36
5-th percentile	0.47
Q1	0.52
median	0.56
Q3	0.6
95-th percentile	0.66
Maximum	0.82
Range	0.46
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.05866296361
Coefficient of variation (CV)	0.1046182401
Kurtosis	0.5885888231
Mean	0.5607336118
Median Absolute Deviation (MAD)	0.04
Skewness	0.3578944052
Sum	3087.96
Variance	0.0034413433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.56	407	7.4%
0.55	388	7.0%
0.53	371	6.7%
0.57	365	6.6%
0.54	364	6.6%
0.52	332	6.0%
0.58	332	6.0%
0.59	300	5.4%
0.6	296	5.4%
0.51	283	5.1%
Other values (37)	2069	37.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.36	2	< 0.1%
0.37	1	< 0.1%
0.38	4	0.1%
0.39	4	0.1%
0.4	5	0.1%
0.41	9	0.2%
0.42	14	0.3%
0.43	23	0.4%
0.44	23	0.4%
0.45	41	0.7%

Value	Count	Frequency (%)
0.82	1	< 0.1%
0.81	1	< 0.1%
0.8	4	0.1%
0.79	2	< 0.1%
0.78	3	0.1%
0.77	3	0.1%
0.76	3	0.1%
0.75	6	0.1%
0.74	11	0.2%
0.73	10	0.2%

Intensidade da indigência, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2943
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.78621028

Minimum	0.02
Maximum	88.35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	0.02
5-th percentile	32.443
Q1	42.83
median	49.51
Q3	56.455
95-th percentile	68.037
Maximum	88.35
Range	88.33
Interquartile range (IQR)	13.625

Descriptive statistics

Standard deviation	10.57148348
Coefficient of variation (CV)	0.2123375815
Kurtosis	0.2025996229
Mean	49.78621028
Median Absolute Deviation (MAD)	6.79
Skewness	0.119046303
Sum	274172.66
Variance	111.7562631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	11	0.2%
49.05	9	0.2%
80	9	0.2%
48.95	8	0.1%
44.49	8	0.1%
52.96	7	0.1%
50.67	7	0.1%
59.49	7	0.1%
44.29	7	0.1%
39.04	7	0.1%
Other values (2933)	5427	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02	1	< 0.1%
9.96	1	< 0.1%
13.55	1	< 0.1%
17.72	1	< 0.1%
19.5	1	< 0.1%
19.67	1	< 0.1%
19.83	1	< 0.1%
20	11	0.2%
20.23	1	< 0.1%
20.66	1	< 0.1%

Value	Count	Frequency (%)
88.35	1	< 0.1%
87.41	1	< 0.1%
87.19	1	< 0.1%
84.15	1	< 0.1%
83.4	1	< 0.1%
82.31	1	< 0.1%
82.01	1	< 0.1%
81.8	1	< 0.1%
81.78	1	< 0.1%
81.39	1	< 0.1%

Intensidade da pobreza, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2962
Distinct (%)	53.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.08605956

Minimum	15.76
Maximum	83.03
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	15.76
5-th percentile	31.823
Q1	38.19
median	46.23
Q3	55.41
95-th percentile	65.09
Maximum	83.03
Range	67.27
Interquartile range (IQR)	17.22

Descriptive statistics

Standard deviation	10.73251081
Coefficient of variation (CV)	0.2279339344
Kurtosis	-0.734942143
Mean	47.08605956
Median Absolute Deviation (MAD)	8.57
Skewness	0.2704283272
Sum	259302.93
Variance	115.1867883
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.93	8	0.1%
37.29	8	0.1%
52.22	8	0.1%
34.87	7	0.1%
52.37	7	0.1%
51.81	7	0.1%
36.36	7	0.1%
35.24	6	0.1%
37.65	6	0.1%
60.04	6	0.1%
Other values (2952)	5437	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
15.76	1	< 0.1%
17.15	1	< 0.1%
19.22	1	< 0.1%
20.46	1	< 0.1%
21.69	1	< 0.1%
21.87	1	< 0.1%
23.41	1	< 0.1%
23.46	1	< 0.1%
23.83	1	< 0.1%
23.92	1	< 0.1%

Value	Count	Frequency (%)
83.03	1	< 0.1%
81.95	1	< 0.1%
79.96	1	< 0.1%
78.32	1	< 0.1%
77.76	1	< 0.1%
76.9	1	< 0.1%
76.61	1	< 0.1%
76.53	1	< 0.1%
76.34	1	< 0.1%
76.25	1	< 0.1%

Índice de Desenvolvimento Humano Municipal, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	379
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6993386599

Minimum	0.467
Maximum	0.919
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	0.467
5-th percentile	0.559
Q1	0.63
median	0.713
Q3	0.768
95-th percentile	0.816
Maximum	0.919
Range	0.452
Interquartile range (IQR)	0.138

Descriptive statistics

Standard deviation	0.08348542442
Coefficient of variation (CV)	0.1193776767
Kurtosis	-0.9228409158
Mean	0.6993386599
Median Absolute Deviation (MAD)	0.067
Skewness	-0.2988836012
Sum	3851.258
Variance	0.006969816091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.738	41	0.7%
0.754	38	0.7%
0.759	35	0.6%
0.78	34	0.6%
0.742	34	0.6%
0.75	33	0.6%
0.773	33	0.6%
0.774	33	0.6%
0.745	33	0.6%
0.788	33	0.6%
Other values (369)	5160	93.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.467	1	< 0.1%
0.475	1	< 0.1%
0.479	2	< 0.1%
0.484	1	< 0.1%
0.486	1	< 0.1%
0.487	2	< 0.1%
0.488	1	< 0.1%
0.492	1	< 0.1%
0.494	4	0.1%
0.495	2	< 0.1%

Value	Count	Frequency (%)
0.919	1	< 0.1%
0.908	1	< 0.1%
0.886	1	< 0.1%
0.875	1	< 0.1%
0.871	1	< 0.1%
0.87	1	< 0.1%
0.867	1	< 0.1%
0.866	1	< 0.1%
0.865	1	< 0.1%
0.862	1	< 0.1%

Taxa bruta de freqüência à escola, 2000
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	2291
Distinct (%)	41.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77.96686762

Minimum	44.5
Maximum	107.69
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	44.5
5-th percentile	66.632
Q1	73.99
median	78.4
Q3	82.39
95-th percentile	88.3
Maximum	107.69
Range	63.19
Interquartile range (IQR)	8.4

Descriptive statistics

Standard deviation	6.708877463
Coefficient of variation (CV)	0.08604780039
Kurtosis	1.249170567
Mean	77.96686762
Median Absolute Deviation (MAD)	4.18
Skewness	-0.5080889481
Sum	429363.54
Variance	45.00903681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
77.65	10	0.2%
77.21	10	0.2%
76.26	9	0.2%
81.19	9	0.2%
82.14	9	0.2%
77.5	9	0.2%
77.85	9	0.2%
77.96	9	0.2%
80.7	8	0.1%
76.22	8	0.1%
Other values (2281)	5417	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
44.5	1	< 0.1%
45.07	1	< 0.1%
45.66	1	< 0.1%
46.78	1	< 0.1%
47.58	1	< 0.1%
47.62	1	< 0.1%
48.92	2	< 0.1%
48.96	1	< 0.1%
49.84	1	< 0.1%
50.19	1	< 0.1%

Value	Count	Frequency (%)
107.69	1	< 0.1%
105.27	1	< 0.1%
98.57	1	< 0.1%
97.75	1	< 0.1%
97.09	1	< 0.1%
96.64	1	< 0.1%
96.14	1	< 0.1%
96.06	1	< 0.1%
95.94	1	< 0.1%
95.76	1	< 0.1%

Taxa de alfabetização, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3035
Distinct (%)	55.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.23062648

Minimum	39.34
Maximum	99.09
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	39.34
5-th percentile	55.74
Q1	67.93
median	82.04
Q3	88.34
95-th percentile	93.95
Maximum	99.09
Range	59.75
Interquartile range (IQR)	20.41

Descriptive statistics

Standard deviation	12.46025131
Coefficient of variation (CV)	0.1592758727
Kurtosis	-0.7546047739
Mean	78.23062648
Median Absolute Deviation (MAD)	8.56
Skewness	-0.5795697034
Sum	430816.06
Variance	155.2578626
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84.95	8	0.1%
87.96	7	0.1%
84.07	7	0.1%
87.42	7	0.1%
82.48	7	0.1%
86.9	7	0.1%
89.67	7	0.1%
83.29	7	0.1%
86.25	7	0.1%
83	6	0.1%
Other values (3025)	5437	98.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
39.34	1	< 0.1%
40.05	1	< 0.1%
40.17	1	< 0.1%
40.98	1	< 0.1%
42.99	1	< 0.1%
43.05	1	< 0.1%
43.16	1	< 0.1%
43.36	1	< 0.1%
43.58	1	< 0.1%
44.43	1	< 0.1%

Value	Count	Frequency (%)
99.09	1	< 0.1%
98.41	1	< 0.1%
98.21	1	< 0.1%
98.13	1	< 0.1%
98.08	1	< 0.1%
98.06	2	< 0.1%
98.05	1	< 0.1%
97.77	1	< 0.1%
97.71	1	< 0.1%
97.57	1	< 0.1%

Média de anos de estudo das pessoas de 25 anos ou mais de idade, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	615
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.039279099

Minimum	0.81
Maximum	9.65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	0.81
5-th percentile	2.08
Q1	3.01
median	4.07
Q3	4.91
95-th percentile	6.197
Maximum	9.65
Range	8.84
Interquartile range (IQR)	1.9

Descriptive statistics

Standard deviation	1.288171186
Coefficient of variation (CV)	0.3189111608
Kurtosis	-0.2375034699
Mean	4.039279099
Median Absolute Deviation (MAD)	0.96
Skewness	0.2666160794
Sum	22244.31
Variance	1.659385005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.42	28	0.5%
4.28	27	0.5%
4.38	26	0.5%
4.34	26	0.5%
4.93	25	0.5%
3.69	23	0.4%
4.48	23	0.4%
2.87	23	0.4%
4.47	22	0.4%
2.59	22	0.4%
Other values (605)	5262	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.81	1	< 0.1%
1.04	1	< 0.1%
1.19	1	< 0.1%
1.21	1	< 0.1%
1.27	1	< 0.1%
1.28	3	0.1%
1.3	1	< 0.1%
1.31	1	< 0.1%
1.32	2	< 0.1%
1.33	2	< 0.1%

Value	Count	Frequency (%)
9.65	1	< 0.1%
9.26	1	< 0.1%
9.05	1	< 0.1%
8.96	1	< 0.1%
8.76	1	< 0.1%
8.75	1	< 0.1%
8.58	1	< 0.1%
8.47	1	< 0.1%
8.43	1	< 0.1%
8.42	1	< 0.1%

População de 25 anos ou mais de idade, 1991
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	4343
Distinct (%)	78.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12212.64155

Minimum	239
Maximum	5106165
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	239
5-th percentile	1076.3
Q1	2119.5
median	4084
Q3	8104
95-th percentile	31837.4
Maximum	5106165
Range	5105926
Interquartile range (IQR)	5984.5

Descriptive statistics

Standard deviation	89237.83168
Coefficient of variation (CV)	7.307004904
Kurtosis	2223.776625
Mean	12212.64155
Median Absolute Deviation (MAD)	2350
Skewness	42.99006289
Sum	67255017
Variance	7963390603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1806	8	0.1%
1513	6	0.1%
3076	5	0.1%
1359	5	0.1%
1714	5	0.1%
1837	4	0.1%
1261	4	0.1%
1320	4	0.1%
5033	4	0.1%
1832	4	0.1%
Other values (4333)	5458	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
239	1	< 0.1%
249	1	< 0.1%
252	1	< 0.1%
285	1	< 0.1%
307	1	< 0.1%
359	1	< 0.1%
368	1	< 0.1%
370	1	< 0.1%
389	1	< 0.1%
403	1	< 0.1%

Value	Count	Frequency (%)
5106165	1	< 0.1%
3175734	1	< 0.1%
1020122	1	< 0.1%
935316	1	< 0.1%
791651	1	< 0.1%
709251	1	< 0.1%
705359	1	< 0.1%
667508	1	< 0.1%
629077	1	< 0.1%
466423	1	< 0.1%

População de 25 anos ou mais de idade, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	4502
Distinct (%)	81.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15516.92718

Minimum	422
Maximum	5825893
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	422
5-th percentile	1276.5
Q1	2502
median	4930
Q3	10040
95-th percentile	42787.6
Maximum	5825893
Range	5825471
Interquartile range (IQR)	7538

Descriptive statistics

Standard deviation	103902.8055
Coefficient of variation (CV)	6.696094158
Kurtosis	2021.874383
Mean	15516.92718
Median Absolute Deviation (MAD)	2910
Skewness	40.209551
Sum	85451718
Variance	1.079579298 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4738	6	0.1%
1292	5	0.1%
2512	5	0.1%
2036	5	0.1%
2602	5	0.1%
2105	5	0.1%
2140	5	0.1%
2845	5	0.1%
1959	5	0.1%
1640	5	0.1%
Other values (4492)	5456	99.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
422	1	< 0.1%
431	1	< 0.1%
432	1	< 0.1%
462	1	< 0.1%
473	1	< 0.1%
483	1	< 0.1%
495	1	< 0.1%
537	1	< 0.1%
552	1	< 0.1%
574	1	< 0.1%

Value	Count	Frequency (%)
5825893	1	< 0.1%
3511498	1	< 0.1%
1247194	1	< 0.1%
1241141	1	< 0.1%
1061034	1	< 0.1%
1008846	1	< 0.1%
880077	1	< 0.1%
798024	1	< 0.1%
765592	1	< 0.1%
626407	1	< 0.1%

População de 65 anos ou mais de idade, 1991
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	1985
Distinct (%)	36.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1286.757581

Minimum	17
Maximum	499880
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	17
5-th percentile	110
Q1	241
median	483
Q3	988
95-th percentile	3364.8
Maximum	499880
Range	499863
Interquartile range (IQR)	747

Descriptive statistics

Standard deviation	9290.633699
Coefficient of variation (CV)	7.220189594
Kurtosis	2147.399271
Mean	1286.757581
Median Absolute Deviation (MAD)	294
Skewness	43.53056955
Sum	7086174
Variance	86315874.52
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
156	18	0.3%
148	16	0.3%
199	16	0.3%
137	15	0.3%
171	15	0.3%
258	15	0.3%
225	14	0.3%
219	14	0.3%
132	14	0.3%
112	13	0.2%
Other values (1975)	5357	97.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
17	2	< 0.1%
18	2	< 0.1%
23	1	< 0.1%
26	1	< 0.1%
27	2	< 0.1%
28	1	< 0.1%
31	2	< 0.1%
32	2	< 0.1%
33	1	< 0.1%
35	3	0.1%

Value	Count	Frequency (%)
499880	1	< 0.1%
403187	1	< 0.1%
94792	1	< 0.1%
82836	1	< 0.1%
74347	1	< 0.1%
74125	1	< 0.1%
69141	1	< 0.1%
59543	1	< 0.1%
43748	1	< 0.1%
41194	1	< 0.1%

População de 65 anos ou mais de idade, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	2286
Distinct (%)	41.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1804.085709

Minimum	27
Maximum	670780
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	27
5-th percentile	162
Q1	330.5
median	652
Q3	1321.5
95-th percentile	4779.7
Maximum	670780
Range	670753
Interquartile range (IQR)	991

Descriptive statistics

Standard deviation	12584.25809
Coefficient of variation (CV)	6.975421417
Kurtosis	2038.936259
Mean	1804.085709
Median Absolute Deviation (MAD)	393
Skewness	41.98054303
Sum	9935100
Variance	158363551.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
351	13	0.2%
172	13	0.2%
324	12	0.2%
249	12	0.2%
171	12	0.2%
254	12	0.2%
265	12	0.2%
427	12	0.2%
272	12	0.2%
196	12	0.2%
Other values (2276)	5385	97.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	1	< 0.1%
31	1	< 0.1%
44	1	< 0.1%
45	2	< 0.1%
53	1	< 0.1%
54	1	< 0.1%
55	2	< 0.1%
57	1	< 0.1%
60	1	< 0.1%
61	1	< 0.1%

Value	Count	Frequency (%)
670780	1	< 0.1%
534224	1	< 0.1%
139283	1	< 0.1%
113685	1	< 0.1%
111348	1	< 0.1%
108666	1	< 0.1%
92626	1	< 0.1%
90476	1	< 0.1%
67526	1	< 0.1%
63368	1	< 0.1%

População total, 1991
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	4978
Distinct (%)	90.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26661.66824

Minimum	618
Maximum	9649519
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	618
5-th percentile	2398
Q1	4945
median	9748
Q3	18974.5
95-th percentile	70497.3
Maximum	9649519
Range	9648901
Interquartile range (IQR)	14029.5

Descriptive statistics

Standard deviation	169000.4429
Coefficient of variation (CV)	6.338704741
Kurtosis	2119.318834
Mean	26661.66824
Median Absolute Deviation (MAD)	5753
Skewness	41.15205281
Sum	146825807
Variance	2.856114969 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4064	5	0.1%
2398	4	0.1%
5529	4	0.1%
5531	4	0.1%
2997	4	0.1%
3154	3	0.1%
3935	3	0.1%
2380	3	0.1%
5523	3	0.1%
3628	3	0.1%
Other values (4968)	5471	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
618	1	< 0.1%
644	1	< 0.1%
650	1	< 0.1%
751	1	< 0.1%
830	1	< 0.1%
831	1	< 0.1%
837	1	< 0.1%
852	1	< 0.1%
869	1	< 0.1%
907	1	< 0.1%

Value	Count	Frequency (%)
9649519	1	< 0.1%
5480768	1	< 0.1%
2077256	1	< 0.1%
2020161	1	< 0.1%
1768637	1	< 0.1%
1601094	1	< 0.1%
1315035	1	< 0.1%
1310259	1	< 0.1%
1251898	1	< 0.1%
1084996	1	< 0.1%

População total, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	4993
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30833.33394

Minimum	795
Maximum	10434252
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	795
5-th percentile	2483.6
Q1	5152.5
median	10418
Q3	21356.5
95-th percentile	84846.9
Maximum	10434252
Range	10433457
Interquartile range (IQR)	16204

Descriptive statistics

Standard deviation	186750.5759
Coefficient of variation (CV)	6.056775316
Kurtosis	1938.408713
Mean	30833.33394
Median Absolute Deviation (MAD)	6372
Skewness	38.7818949
Sum	169799170
Variance	3.487577761 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3739	4	0.1%
3225	4	0.1%
14594	4	0.1%
6388	3	0.1%
3107	3	0.1%
2691	3	0.1%
4274	3	0.1%
8846	3	0.1%
5638	3	0.1%
4377	3	0.1%
Other values (4983)	5474	99.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
795	1	< 0.1%
873	1	< 0.1%
895	1	< 0.1%
958	1	< 0.1%
991	1	< 0.1%
1113	1	< 0.1%
1166	1	< 0.1%
1179	1	< 0.1%
1189	1	< 0.1%
1209	1	< 0.1%

Value	Count	Frequency (%)
10434252	1	< 0.1%
5857904	1	< 0.1%
2443107	1	< 0.1%
2238526	1	< 0.1%
2141402	1	< 0.1%
2051146	1	< 0.1%
1587315	1	< 0.1%
1422905	1	< 0.1%
1405835	1	< 0.1%
1360590	1	< 0.1%

População urbana, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	4678
Distinct (%)	84.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25050.65535

Minimum	0
Maximum	9813187
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	0
5-th percentile	857.6
Q1	2402.5
median	5314
Q3	13240.5
95-th percentile	75092.7
Maximum	9813187
Range	9813187
Interquartile range (IQR)	10838

Descriptive statistics

Standard deviation	180012.2982
Coefficient of variation (CV)	7.185931695
Kurtosis	1807.306253
Mean	25050.65535
Median Absolute Deviation (MAD)	3670
Skewness	37.42383946
Sum	137953959
Variance	3.240442752 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2324	5	0.1%
1186	4	0.1%
568	4	0.1%
1302	4	0.1%
1479	4	0.1%
593	4	0.1%
2762	4	0.1%
7527	4	0.1%
3672	4	0.1%
4165	4	0.1%
Other values (4668)	5466	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
116	1	< 0.1%
184	1	< 0.1%
188	1	< 0.1%
195	1	< 0.1%
213	1	< 0.1%
226	1	< 0.1%
230	1	< 0.1%
256	2	< 0.1%
259	1	< 0.1%

Value	Count	Frequency (%)
9813187	1	< 0.1%
5857904	1	< 0.1%
2442102	1	< 0.1%
2238526	1	< 0.1%
2141402	1	< 0.1%
1961499	1	< 0.1%
1587315	1	< 0.1%
1422905	1	< 0.1%
1396768	1	< 0.1%
1320739	1	< 0.1%

População rural, 2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	4291
Distinct (%)	77.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5782.678591

Minimum	0
Maximum	621065
Zeros	56
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	0
5-th percentile	621.6
Q1	1843
median	3666
Q3	7223
95-th percentile	17050.5
Maximum	621065
Range	621065
Interquartile range (IQR)	5380

Descriptive statistics

Standard deviation	10438.88743
Coefficient of variation (CV)	1.805199315
Kurtosis	2195.053774
Mean	5782.678591
Median Absolute Deviation (MAD)	2235
Skewness	37.99867653
Sum	31845211
Variance	108970370.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	1.0%
1548	7	0.1%
3638	5	0.1%
694	5	0.1%
2536	5	0.1%
1537	4	0.1%
1025	4	0.1%
1543	4	0.1%
3324	4	0.1%
1522	4	0.1%
Other values (4281)	5409	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	56	1.0%
1	1	< 0.1%
7	1	< 0.1%
13	1	< 0.1%
34	1	< 0.1%
55	1	< 0.1%
67	1	< 0.1%
79	1	< 0.1%
87	1	< 0.1%
93	1	< 0.1%

Value	Count	Frequency (%)
621065	1	< 0.1%
89647	1	< 0.1%
80139	1	< 0.1%
76241	1	< 0.1%
75000	1	< 0.1%
60952	1	< 0.1%
60002	1	< 0.1%
59637	1	< 0.1%
57207	1	< 0.1%
52259	1	< 0.1%

cresc_popu_1991_2000
Real number (ℝ)

Distinct	5500
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1124661869

Minimum	-0.5160379625
Maximum	3.439565053
Zeros	3
Zeros (%)	0.1%
Negative	1535
Negative (%)	27.9%
Memory size	43.1 KiB

Quantile statistics

Minimum	-0.5160379625
5-th percentile	-0.1621159472
Q1	-0.01104970259
median	0.08181276088
Q3	0.1879172479
95-th percentile	0.504027378
Maximum	3.439565053
Range	3.955603016
Interquartile range (IQR)	0.1989669505

Descriptive statistics

Standard deviation	0.2378408761
Coefficient of variation (CV)	2.11477674
Kurtosis	33.53850313
Mean	0.1124661869
Median Absolute Deviation (MAD)	0.09940283287
Skewness	3.72854032
Sum	619.3512914
Variance	0.05656828236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.1%
0.6822584455	2	< 0.1%
0.02626641651	2	< 0.1%
0.1312661499	2	< 0.1%
-0.1029462738	2	< 0.1%
0.1837471783	2	< 0.1%
0.1760113556	1	< 0.1%
-0.2972972973	1	< 0.1%
0.05305873113	1	< 0.1%
0.02596465921	1	< 0.1%
Other values (5490)	5490	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.5160379625	1	< 0.1%
-0.4728196261	1	< 0.1%
-0.4611929266	1	< 0.1%
-0.4500968992	1	< 0.1%
-0.4196998124	1	< 0.1%
-0.4179796108	1	< 0.1%
-0.405001289	1	< 0.1%
-0.4047952982	1	< 0.1%
-0.3999347578	1	< 0.1%
-0.3920547538	1	< 0.1%

Value	Count	Frequency (%)
3.439565053	1	< 0.1%
3.439435415	1	< 0.1%
2.655394032	1	< 0.1%
2.607142857	1	< 0.1%
2.606153846	1	< 0.1%
2.604550464	1	< 0.1%
2.603992016	1	< 0.1%
2.603985056	1	< 0.1%
2.601941748	1	< 0.1%
2.182703825	1	< 0.1%

receita_pop_mercado_2000
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
UNIQUE

Distinct	5507
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2019952.19

Minimum	14876.2614
Maximum	1400368440
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.1 KiB

Quantile statistics

Minimum	14876.2614
5-th percentile	62842.67022
Q1	143757.4985
median	295317.5544
Q3	733683.3526
95-th percentile	5039942.759
Maximum	1400368440
Range	1400353564
Interquartile range (IQR)	589925.8541

Descriptive statistics

Standard deviation	23399818.82
Coefficient of variation (CV)	11.5843429
Kurtosis	2536.149147
Mean	2019952.19
Median Absolute Deviation (MAD)	189903.8196
Skewness	46.30202999
Sum	1.112387671 × 10¹⁰
Variance	5.475515207 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
224487.3774	1	< 0.1%
442205.2206	1	< 0.1%
54595.3518	1	< 0.1%
67442.0428	1	< 0.1%
455516.116	1	< 0.1%
3192225.617	1	< 0.1%
26166.5404	1	< 0.1%
515285.034	1	< 0.1%
337234.92	1	< 0.1%
175690.6624	1	< 0.1%
Other values (5497)	5497	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14876.2614	1	< 0.1%
20567.1906	1	< 0.1%
20706.0216	1	< 0.1%
21000.7248	1	< 0.1%
21221.574	1	< 0.1%
21418.1704	1	< 0.1%
22294.6944	1	< 0.1%
23198.9912	1	< 0.1%
24035.924	1	< 0.1%
24050.686	1	< 0.1%

Value	Count	Frequency (%)
1400368440	1	< 0.1%
768926052.8	1	< 0.1%
274525665.4	1	< 0.1%
273192546	1	< 0.1%
216446908.3	1	< 0.1%
212488238.4	1	< 0.1%
183453881.9	1	< 0.1%
144488958.5	1	< 0.1%
131129421.4	1	< 0.1%
122855325.2	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Código	lat	long	Área (km²)	Densidade demográfica, 2000	Distância à capital (km)	Esperança de vida ao nascer, 2000	Mortalidade até um ano de idade, 2000	Taxa de fecundidade total, 2000	Percentual de pessoas de 25 anos ou mais analfabetas, 2000	Renda per Capita, 2000	Índice de Gini, 2000	Intensidade da indigência, 2000	Intensidade da pobreza, 2000	Índice de Desenvolvimento Humano Municipal, 2000	Taxa bruta de freqüência à escola, 2000	Taxa de alfabetização, 2000	Média de anos de estudo das pessoas de 25 anos ou mais de idade, 2000	População de 25 anos ou mais de idade, 1991	População de 25 anos ou mais de idade, 2000	População de 65 anos ou mais de idade, 1991	População de 65 anos ou mais de idade, 2000	População total, 1991	População total, 2000	População urbana, 2000	População rural, 2000	cresc_popu_1991_2000	receita_pop_mercado_2000
0	520005	-16.75730	-49.4412	136.9	36.3	21.414308	67.58	27.70	2.85	15.64	205.27	0.53	36.89	34.40	0.742	80.17	88.03	4.87	1872	2433	121	227	4227	4971	3096	1875	0.176011	2.244874e+05
1	310010	-18.48310	-47.3916	897.4	7.2	390.876513	72.92	20.51	2.54	14.48	196.36	0.52	51.90	35.22	0.760	74.57	86.58	4.36	3308	3781	354	459	6492	6446	3927	2519	-0.007086	2.784620e+05
2	520010	-16.19700	-48.7057	1047.7	10.9	78.641435	69.59	22.36	2.77	21.81	168.31	0.56	47.06	40.32	0.723	74.18	82.45	4.24	4241	5918	446	686	9402	11452	7206	4246	0.218039	4.240469e+05
3	150010	-1.72183	-48.8788	1613.9	73.8	51.184552	70.77	25.61	3.15	24.85	102.14	0.59	44.61	51.04	0.706	81.76	80.74	4.28	33554	44897	3792	4688	99989	119152	70843	48309	0.191651	2.677441e+06
4	310020	-19.15510	-45.4444	1822.4	12.3	172.311549	72.50	21.59	2.41	15.56	253.68	0.58	41.53	31.68	0.778	78.39	87.55	4.78	10163	12406	1084	1595	20689	22360	19022	3338	0.080768	1.247903e+06
5	230010	-7.34588	-39.0416	182.6	45.9	408.503627	67.20	42.98	3.51	47.83	71.76	0.62	59.35	65.18	0.627	87.99	59.97	2.75	3102	3722	526	607	7889	8385	3208	5177	0.062872	1.323757e+05
6	290010	-13.24880	-41.6619	580.6	15.6	342.631865	68.71	30.53	2.18	31.65	102.11	0.55	53.32	50.94	0.681	78.32	76.11	2.89	4236	4879	876	1057	8754	9067	3559	5508	0.035755	2.036829e+05
7	290020	-8.72073	-39.1162	1700.8	8.0	476.835839	59.40	64.11	3.07	39.18	79.88	0.56	51.47	56.43	0.595	78.34	66.95	3.06	4177	5615	710	842	11449	13648	5528	8120	0.192069	2.398445e+05
8	410010	-23.30490	-50.3133	247.2	33.3	258.427656	69.62	19.48	2.60	26.43	148.92	0.47	34.05	36.93	0.710	75.63	79.01	3.93	4465	4300	394	577	10238	8259	5356	2903	-0.193299	2.705847e+05
9	420005	-27.61260	-51.0233	198.0	14.0	243.619015	74.40	14.87	2.50	10.06	166.91	0.50	34.78	39.67	0.774	83.10	89.15	4.55	1458	1507	131	149	3245	2775	713	2062	-0.144838	1.018986e+05

Last rows

	Código	lat	long	Área (km²)	Densidade demográfica, 2000	Distância à capital (km)	Esperança de vida ao nascer, 2000	Mortalidade até um ano de idade, 2000	Taxa de fecundidade total, 2000	Percentual de pessoas de 25 anos ou mais analfabetas, 2000	Renda per Capita, 2000	Índice de Gini, 2000	Intensidade da indigência, 2000	Intensidade da pobreza, 2000	Índice de Desenvolvimento Humano Municipal, 2000	Taxa bruta de freqüência à escola, 2000	Taxa de alfabetização, 2000	Média de anos de estudo das pessoas de 25 anos ou mais de idade, 2000	População de 25 anos ou mais de idade, 1991	População de 25 anos ou mais de idade, 2000	População de 65 anos ou mais de idade, 1991	População de 65 anos ou mais de idade, 2000	População total, 1991	População total, 2000	População urbana, 2000	População rural, 2000	cresc_popu_1991_2000	receita_pop_mercado_2000
5497	120070	-10.65160	-68.4969	4723.6	2.5	106.844113	67.64	27.61	3.16	33.81	122.96	0.56	41.00	47.56	0.669	75.07	70.64	3.49	3343	4864	290	638	8716	11956	5995	5961	0.371730	3.234241e+05
5498	421960	-27.06670	-52.3430	212.0	20.7	378.973739	72.07	20.33	2.10	9.66	191.30	0.46	31.44	39.29	0.769	80.30	90.68	4.46	2403	2524	239	330	4961	4404	946	3458	-0.112276	1.853467e+05
5499	421970	-26.95960	-52.5374	294.0	77.7	399.916654	73.81	16.16	2.37	10.96	310.46	0.58	50.04	37.42	0.809	84.06	90.44	5.30	8614	11996	703	1141	18580	22857	16058	6799	0.230194	1.561161e+06
5500	261650	-8.80460	-35.6212	116.5	116.7	116.758341	60.06	83.20	3.81	53.35	64.99	0.53	50.86	56.70	0.561	76.41	56.06	2.43	3836	5413	478	714	10668	13597	7857	5740	0.274559	1.944072e+05
5501	150840	-7.09830	-49.9437	3795.9	9.2	646.642309	69.28	30.04	3.11	23.34	225.25	0.60	42.18	38.74	0.739	78.11	81.03	3.88	15723	15143	748	1147	42810	35220	26264	8956	-0.177295	1.745327e+06
5502	293360	-10.82300	-42.7245	5987.5	7.4	517.242182	55.41	83.11	3.84	37.14	73.31	0.62	60.08	61.43	0.580	81.82	70.69	3.16	14678	17840	1950	2450	40373	44718	31565	13153	0.107621	7.212208e+05
5503	251740	-8.07901	-37.1057	143.4	12.8	268.334474	60.74	58.40	2.87	42.31	89.61	0.49	41.58	48.10	0.598	76.06	63.05	2.89	816	954	170	170	1728	1853	1186	667	0.072338	3.653041e+04
5504	355715	-21.05060	-50.0552	319.7	6.1	447.390579	76.02	8.13	2.21	14.77	195.16	0.46	60.23	38.00	0.777	74.92	86.92	4.82	971	1135	100	152	1961	1947	1332	615	-0.007139	8.359483e+04
5505	211400	-3.27014	-45.6553	2044.4	24.1	186.466943	60.02	61.43	3.33	44.67	77.08	0.57	45.08	52.25	0.590	76.17	65.24	2.89	12848	17631	1450	2302	36524	46134	29082	17052	0.263115	7.823219e+05
5506	421985	-27.45210	-51.5520	297.8	8.8	296.657231	74.40	14.87	2.50	8.08	211.65	0.45	43.42	36.71	0.798	86.99	92.33	4.86	1005	1310	73	111	2347	2633	2053	580	0.121858	1.226004e+05

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows